Most websites tell AI what they contain. agents.json tells AI agents what they can do. It's one of the most important files your site is probably missing.
Research shows Reddit is the dominant source of user-generated content that AI deep-research agents retrieve. Most brands have no active Reddit strategy, which means their AI representation is built on whatever competitors, critics, or unrelated discussions happen to be there.
Grounding gives AI verifiable evidence. Shaping puts your talking points in front of AI systems. Poisoning manipulates AI without users knowing. Most marketing teams are doing all three without realizing it.
OKF is Google's answer to how AI agents should represent structured business knowledge. It's new (June 2026) and already reshaping what AI visibility means for businesses.
An AI visibility score is more than a number. Understanding what it measures, how each check is weighted, and what score thresholds mean in practice makes it a useful strategic tool.
AI referrals are no longer a bonus channel — they are fast becoming a primary one. Brands recommended first by AI are 389% more likely to be Googled afterward, which turns ChatGPT citations into top-of-funnel fuel. This guide walks marketers, SEO leads, and founders through the exact signals ChatGPT uses when deciding which businesses to name, and how to optimize for each one. Use it as a repeatable playbook, not a one-time checklist.
AI discovery is becoming a marketing metric. CMOs who start tracking it now will have data and strategy advantages that compound over the next two years.
AI visibility isn't just about your own score. The category question is whether AI agents are more likely to recommend you or your competitors. Here's how to find out.
E-commerce is at the front of the agent economy wave. Shopping agents are already active, and stores that aren't structured for them are losing ground fast.
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